EZyRB - Easy Reduced Basis

Easy Reduced Basis method for Model Order Reduction

EZyRB is a Python library for Model Order Reduction based on various reduction and approximation techniques. It provides a flexible framework for creating fast surrogate models from high-fidelity simulations.

Key Features

• Multiple Reduction Methods: POD, Autoencoders (AE), POD-AE

• Flexible Approximation: RBF, Linear, GPR, ANN, K-Neighbors, and more

• Non-Intrusive Approach: Works with any simulation output format

• Plugin System: Extensible architecture for preprocessing and postprocessing

• Easy Integration: Simple API for building reduced order models

• Database Management: Built-in tools for handling parameter-snapshot pairs

User Guide

User Guide

• Installation
  • Requirements
  • Install via pip
  • Install from source
  • Optional Dependencies
  • Verify Installation
• Quick Start
  • Basic Workflow
  • Minimal Example
  • Understanding the Components
  • Next Steps
• API Documentation
  • Core Classes
  • Approximation Methods
  • Reduction Methods
  • Plugin System
• Tutorials
  • Build and query a simple reduced order model
  • Test several frameworks at once
  • Using Plugin for implementing NNsPOD-ROM
  • Build a Multi Reduced Order Model (MultiROM)

Developer Info

Developer Info

• How to contribute
• Contact
• License

Indices and tables

• Index

• Module Index

• Search Page